Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "37" csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 220 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_ Found 215 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
antnum = row['Ant']
if antnum != int(antenna):
continue
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459594 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.333942 | 11.597130 | -0.212709 | 80.446978 | -1.106591 | 26.717671 | -1.248648 | 31.464665 | 0.0662 | 0.0381 | 0.0412 | 1.210225 | 1.168237 |
| 2459593 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.459188 | 17.483470 | 0.505201 | 85.315066 | -1.193761 | 38.989031 | -1.222447 | 10.610327 | 0.0706 | 0.0394 | 0.0483 | 1.203095 | 1.166454 |
| 2459592 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 34.970044 | 36.599684 | inf | inf | 19.731248 | -0.601988 | 59.697755 | -1.101338 | nan | nan | nan | nan | nan |
| 2459591 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.852690 | 20.755587 | 0.782256 | 99.009006 | -1.143247 | 32.587968 | -1.190906 | 1.655495 | 0.0757 | 0.0409 | 0.0504 | 1.186511 | 1.145461 |
| 2459590 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.592803 | 23.753656 | 0.517483 | 92.331533 | -0.903590 | 35.302863 | -1.089466 | 3.386709 | 0.0749 | 0.0403 | 0.0474 | 1.183994 | 1.142132 |
| 2459589 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -1.114618 | 21.529306 | 0.326232 | 85.596763 | -1.399276 | 22.189221 | -0.930820 | 16.937609 | 0.0667 | 0.0389 | 0.0414 | 1.203611 | 1.166614 |
| 2459588 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 219.266323 | 218.695103 | inf | inf | 23.198291 | 26.018505 | 22.447108 | 20.540425 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459587 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | -1.029888 | 22.021208 | 2.057387 | 139.382929 | 2.148979 | 7.971396 | -1.365545 | 11.745585 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459586 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.549836 | 19.853070 | 0.294650 | 32.144137 | -0.993866 | 11.934403 | -1.072317 | 5.616023 | 0.0786 | 0.0396 | 0.0437 | 1.202991 | 1.178037 |
| 2459585 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.369687 | 25.831349 | 0.226852 | 10.726034 | -0.196701 | 10.250598 | -1.495511 | 3.043113 | 0.0305 | 0.0292 | 0.0017 | 0.000000 | 0.000000 |
| 2459584 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.909369 | 25.789974 | 7.919584 | 114.788265 | 9.208508 | 17.725689 | -0.725806 | 6.796028 | 0.0709 | 0.0350 | 0.0375 | 0.000000 | 0.000000 |
| 2459583 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.589942 | 18.668455 | 3.011829 | 35.351719 | -0.342701 | 23.522713 | -0.777793 | 0.063194 | 0.0813 | 0.0374 | 0.0435 | 1.262255 | 1.219927 |
| 2459582 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 296.491563 | 295.805995 | inf | inf | 11435.224584 | 11306.373081 | 6068.786502 | 6062.927600 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459581 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.769811 | 21.414823 | 2.660465 | 36.273578 | -0.292726 | 23.106800 | -0.953601 | 0.164539 | 0.0764 | 0.0344 | 0.0420 | 1.198725 | 1.163633 |
| 2459580 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459579 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.139559 | 17.745781 | 4.106312 | 42.114195 | 0.113069 | 27.519157 | -0.853799 | 1.104387 | 0.0755 | 0.0369 | 0.0378 | 1.206281 | 1.169248 |
| 2459578 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 0.775255 | 1.777674 | 0.500191 | 2.530503 | 0.422771 | 0.960511 | -0.540810 | 0.078535 | 0.0290 | 0.0286 | 0.0001 | nan | nan |
| 2459577 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.897440 | 21.525356 | 2.583664 | 33.918163 | -0.090220 | 24.701215 | -0.960009 | 0.134939 | 0.0724 | 0.0341 | 0.0181 | 1.203842 | 1.167037 |
| 2459576 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.768340 | 16.338632 | 1.900584 | 27.235919 | -0.145308 | 22.150668 | -0.852997 | 0.751902 | 0.0870 | 0.0351 | 0.0455 | 1.133771 | 1.098537 |
| 2459575 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -1.134806 | 17.028352 | 1.955071 | 27.008092 | 0.159042 | 17.075348 | 1.597030 | 6.087119 | 0.0802 | 0.0364 | 0.0404 | 0.000000 | 0.000000 |
| 2459574 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.544091 | 15.276047 | 1.656104 | 25.861374 | 0.507062 | 24.317184 | -0.988537 | 0.499034 | 0.0788 | 0.0342 | 0.0435 | 1.151340 | 1.117818 |
| 2459573 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.140869 | 16.617775 | 4.217294 | 44.390707 | -0.079165 | 29.140893 | -1.018444 | 1.096671 | 0.0790 | 0.0364 | 0.0382 | 0.000000 | 0.000000 |
| 2459572 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.282897 | 16.650945 | 1.912897 | 25.991661 | -0.325875 | 18.057936 | -1.031766 | 1.921128 | 0.0852 | 0.0368 | 0.0415 | 1.280257 | 1.242407 |
| 2459571 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 0.919384 | 1.443357 | 0.601501 | 2.614059 | 0.387149 | 0.277455 | -0.699417 | 0.116060 | 0.0279 | 0.0270 | -0.0004 | nan | nan |
| 2459570 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459569 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.932149 | 21.044704 | 2.136224 | 33.669950 | 1.278059 | 10.523790 | 1.287110 | 9.148694 | 0.0817 | 0.0423 | 0.0393 | 1.234449 | 1.194670 |
| 2459566 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.527358 | 15.352842 | 2.760992 | 33.723155 | -0.186568 | 21.724364 | -1.225819 | -0.345316 | 0.0754 | 0.0325 | 0.0421 | 33.049259 | 1.343458 |
| 2459565 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | -1.261715 | -1.261715 | -1.175854 | -1.175854 | -0.877508 | -0.877508 | -0.954097 | -0.954097 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459564 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -1.180561 | 14.726350 | -1.647586 | 35.871668 | 4.367089 | 2.485337 | -0.326082 | 0.351666 | 0.0811 | 0.0359 | 0.0449 | 1.194301 | 1.157975 |
| 2459563 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -1.001347 | 16.822069 | -0.486419 | 68.414203 | -0.654433 | 22.333810 | -0.541675 | 1.129090 | 0.0816 | 0.0388 | 0.0473 | 0.000000 | 0.000000 |
| 2459562 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -2.103352 | 10.091396 | -2.198182 | 17.634535 | -0.785639 | 2.889265 | -0.324120 | 0.516207 | 0.0856 | 0.0356 | 0.0492 | 1.233402 | 1.199706 |
| 2459561 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -1.916978 | 10.556431 | -2.287447 | 16.791330 | -0.574331 | 3.011440 | 0.546269 | 0.770456 | 0.0749 | 0.0343 | 0.0356 | 1.249711 | 1.215117 |
| 2459560 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -1.786224 | 9.743864 | -2.098065 | 17.023662 | -0.329803 | 3.226946 | -0.167427 | 0.330075 | 0.0796 | 0.0355 | 0.0437 | 1.256384 | 1.224982 |
| 2459559 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -1.942435 | 12.660746 | -2.360232 | 18.689609 | -0.685567 | 3.501301 | 0.039305 | 0.643265 | 0.0776 | 0.0335 | 0.0404 | 1.194795 | 1.163586 |
| 2459558 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.105586 | 17.509648 | 3.516819 | 35.675588 | -0.258563 | 23.043889 | -1.061325 | 0.923769 | 0.0834 | 0.0382 | 0.0412 | 1.226524 | 1.189684 |
| 2459557 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0291 | 0.0295 | -0.0007 | nan | nan |
| 2459556 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.022234 | 17.705953 | 3.633893 | 38.661177 | 0.043026 | 21.236871 | -1.652799 | 2.410064 | 0.0722 | 0.0361 | 0.0321 | 1.221813 | 1.180994 |
| 2459554 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0820 | 0.0352 | 0.0436 | nan | nan |
| 2459553 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0651 | 0.0337 | 0.0288 | nan | nan |
| 2459552 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.150364 | 20.948657 | 4.900721 | 50.998451 | 2.750919 | 31.850207 | -0.908469 | 2.614508 | 0.0733 | 0.0343 | 0.0363 | 23.095648 | 1.201046 |
| 2459551 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -1.378064 | 9.894804 | -2.674147 | 20.714806 | -1.419702 | 4.420449 | -0.621923 | 0.745302 | 0.0806 | 0.0357 | 0.0450 | 1.201300 | 1.167658 |
| 2459550 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0442 | 0.0441 | -0.0004 | nan | nan |
| 2459549 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.007454 | 16.044003 | 3.277693 | 38.454732 | 0.601507 | 23.147982 | -1.044832 | 0.769476 | 0.0732 | 0.0366 | 0.0391 | 1.158884 | 1.124622 |
| 2459542 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.067245 | 22.144027 | 3.938321 | 78.235274 | 0.844647 | 1.885615 | -1.234623 | 0.649673 | 0.0874 | 0.0364 | 0.0485 | 1.204768 | 1.161138 |
| 2459541 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.302336 | 10.306226 | 4.493882 | 36.897053 | 2.309825 | 250.270307 | 0.826659 | 15.012792 | 0.0875 | 0.0396 | 0.0462 | 1.212172 | 1.171454 |
| 2459540 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -1.572696 | 15.151469 | -1.625727 | 17.789188 | -2.404583 | 5.295048 | -1.298908 | 0.697710 | 0.0874 | 0.0346 | 0.0496 | 1.219774 | 1.180421 |
| 2459536 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.730825 | 24.911867 | 6.196296 | 66.463713 | 3.273505 | 31.776006 | -1.253185 | 1.380303 | 0.0811 | 0.0329 | 0.0466 | 1.219037 | 1.179439 |
| 2459535 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -1.379071 | 12.339398 | -1.760805 | 16.325984 | -2.515205 | 5.450210 | -0.921358 | 0.118303 | 0.1088 | 0.0380 | 0.0564 | 1.212880 | 1.167037 |
| 2459534 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -1.797480 | 11.866737 | -2.136065 | 14.433626 | -1.863720 | 3.897881 | -0.620777 | -0.287631 | 0.0976 | 0.0352 | 0.0456 | 1.182776 | 1.146848 |
| 2459533 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.890232 | 18.454596 | 3.480910 | 36.209429 | -0.072293 | 20.722540 | -1.239001 | 1.063636 | 0.0803 | 0.0327 | 0.0437 | 1.209403 | 1.177096 |
| 2459532 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.338387 | 21.294049 | 4.790313 | 49.059200 | 0.575528 | 25.453092 | -1.001221 | 0.425663 | 0.0823 | 0.0336 | 0.0417 | 1.197249 | 1.158984 |
| 2459530 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -1.883160 | 10.270153 | -1.980026 | 15.340877 | -1.255568 | 4.312604 | -0.704553 | 0.240662 | 0.1041 | 0.0361 | 0.0546 | 1.196960 | 1.152232 |
| 2459527 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459524 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.853029 | 25.867761 | 5.360231 | 52.633014 | 8.215743 | 34.929724 | -1.280370 | 0.114436 | 0.0882 | 0.0358 | 0.0374 | 0.000000 | 0.000000 |
| 2459523 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | -0.557995 | 20.136846 | 6.720554 | 50.016601 | 30.141955 | 48.510404 | 13.250501 | 12.703559 | nan | nan | nan | 1.486434 | 1.442397 |
| 2459522 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.419951 | 21.928889 | 6.792792 | 50.816996 | 0.215266 | 23.505796 | -1.402877 | 0.818261 | 0.0785 | 0.0371 | 0.0501 | 1.084917 | 1.051490 |
| 2459513 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 1.364749 | 2.036728 | 1.385789 | 1.739865 | -0.030408 | -0.256503 | -0.669537 | -0.639046 | 0.0330 | 0.0310 | 0.0018 | nan | nan |
| 2459508 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.120433 | 28.342709 | 4.259731 | 49.670946 | 3.963124 | 15.572816 | 2.903157 | 14.731122 | 0.9080 | 0.0663 | 0.4683 | 0.000000 | 0.000000 |
| 2459505 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.176200 | 27.639731 | 4.302462 | 49.911327 | -0.286484 | 9.858152 | -1.553436 | 1.189863 | 0.8885 | 0.0479 | 0.6239 | 19.158345 | 1.621780 |
| 2459503 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.447743 | 26.756878 | 4.431609 | 84.404203 | 7.532103 | 33.290256 | -1.286086 | 2.442295 | 0.8561 | 0.0450 | 0.6706 | 0.000000 | 0.000000 |
auto_metrics notebooks.¶htmls_to_display = []
for am_html in auto_metric_htmls:
html_to_display = ''
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
htmls_to_display.append(html_to_display)
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.
for i, html_to_display in enumerate(htmls_to_display):
if i == 100:
break
display(HTML(html_to_display))
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | digital_ok | nn Power | 6.873394 | 3.192676 | 2.315541 | 6.873394 | 4.680159 | 6.772939 | 5.197373 | 6.211073 | 1.801637 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | digital_ok | nn Temporal Discontinuties | 2.264809 | 0.961939 | 0.345990 | 1.460116 | 0.681252 | 1.782912 | -0.003209 | 0.862142 | 2.264809 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | digital_ok | ee Temporal Variability | 1.367670 | 0.309234 | 0.605659 | 0.598847 | 1.168970 | -0.105146 | 1.367670 | -0.170195 | 0.309622 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | digital_ok | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | digital_ok | ee Temporal Variability | 6.871016 | 3.193173 | 2.844302 | 6.324452 | 5.247801 | 5.686695 | 6.871016 | 4.090336 | 1.352454 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | digital_ok | nn Temporal Discontinuties | 7.771115 | 2.996811 | 3.507453 | 5.153151 | 6.976451 | 4.509045 | 5.066846 | 1.898044 | 7.771115 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | digital_ok | ee Temporal Variability | 3.072394 | 1.497495 | 0.509946 | 1.904153 | 0.813360 | 3.072394 | -0.148713 | 0.969330 | 1.518904 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | digital_ok | ee Temporal Variability | 2.937897 | 0.295528 | 1.291706 | 0.548501 | 1.780898 | -0.223497 | 2.937897 | 2.184534 | 0.831112 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | digital_ok | nn Power | 8.453620 | 4.057787 | 3.247958 | 8.453620 | 6.779514 | 5.161610 | 6.594845 | 7.325488 | 2.805869 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | digital_ok | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | digital_ok | nn Temporal Discontinuties | 10.673728 | 2.828985 | 2.572881 | 5.402646 | 4.763247 | 4.779488 | 4.403642 | 10.673728 | 2.007304 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | digital_ok | nn Temporal Discontinuties | 16.846456 | 2.985601 | 3.307033 | 4.623954 | 6.855368 | 7.374912 | 8.724405 | 4.143753 | 16.846456 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | digital_ok | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | digital_ok | nn Temporal Discontinuties | 3.894084 | 1.311127 | 0.809351 | 2.521917 | 2.148947 | 1.549033 | 0.633735 | 0.583234 | 3.894084 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | digital_ok | nn Temporal Discontinuties | 4.988456 | 0.893864 | 0.578325 | 2.038136 | 1.870113 | 1.209467 | 2.033501 | 4.988456 | 0.622509 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | digital_ok | ee Temporal Variability | 3.690012 | 1.904072 | 0.922622 | 2.258131 | 1.580843 | 3.690012 | 1.236569 | 1.246631 | 3.568399 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | digital_ok | ee Temporal Variability | 2.275088 | 0.638961 | 0.443511 | 1.070080 | 1.329648 | 2.275088 | 0.560136 | 0.776623 | 0.318782 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | digital_ok | ee Temporal Variability | 2.376211 | 0.705050 | 1.144184 | 1.880965 | 1.490649 | 1.086665 | 2.376211 | 0.105118 | 0.361272 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | digital_ok | nn Power | 8.465195 | 1.534169 | 2.465234 | 4.103644 | 8.465195 | 3.115741 | 5.983132 | 1.222366 | 1.139876 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | digital_ok | nn Temporal Variability | 9.436186 | 2.855320 | 3.922940 | 5.368304 | 7.453685 | 7.728443 | 9.436186 | 0.927015 | 3.396550 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | digital_ok | nn Temporal Discontinuties | 4.932174 | 1.915419 | 0.662670 | 2.472930 | 1.473477 | 1.835752 | 0.264120 | 0.909671 | 4.932174 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | digital_ok | nn Temporal Discontinuties | 6.957288 | 1.942525 | 0.951191 | 4.088202 | 3.548173 | 4.912706 | 2.503994 | 1.787431 | 6.957288 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | digital_ok | nn Temporal Discontinuties | 13.103687 | 2.037138 | 6.824363 | 3.152197 | 4.015120 | 1.875995 | 4.688206 | 1.571453 | 13.103687 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | Not Found | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | digital_ok | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | digital_ok | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | digital_ok | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | digital_ok | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | digital_ok | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | digital_ok | nn Temporal Discontinuties | 32.398040 | 3.331676 | 9.487989 | 4.936520 | 10.185100 | 3.086582 | 6.780351 | 2.110298 | 32.398040 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | digital_ok | nn Power | 10.516817 | 2.253684 | 1.991419 | 8.727871 | 10.516817 | 3.376841 | 9.004753 | 1.991919 | 9.773779 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | digital_ok | nn Temporal Discontinuties | 3.616836 | 1.210883 | 1.284401 | 2.355675 | 2.448434 | 1.886451 | 2.485414 | 3.616836 | 1.026639 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | digital_ok | nn Temporal Discontinuties | 16.264708 | 7.629622 | 2.295127 | 4.087147 | 3.156082 | 3.501362 | 1.958876 | 16.264708 | 1.337896 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | digital_ok | nn Temporal Discontinuties | 18.333469 | 6.758974 | 1.811714 | 4.220216 | 3.232632 | 0.100825 | -0.621126 | 18.333469 | 1.501253 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | digital_ok | nn Temporal Discontinuties | 17.869411 | 8.468291 | 2.489110 | 4.486559 | 3.519405 | 0.828836 | 0.017627 | 17.869411 | 1.666415 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | digital_ok | nn Temporal Variability | 10.061127 | 1.874610 | 2.823301 | 7.530602 | 6.894780 | 10.061127 | 8.960210 | 7.950094 | 1.752082 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | digital_ok | nn Temporal Discontinuties | 14.050369 | 1.639768 | 6.512927 | 3.211924 | 4.332872 | -0.025719 | -0.404846 | 1.386499 | 14.050369 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | digital_ok | nn Temporal Discontinuties | 8.866267 | 5.725529 | 1.162346 | 4.128273 | 3.694219 | 1.370038 | 0.926752 | 8.866267 | 0.612240 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | digital_ok | nn Temporal Discontinuties | 23.242022 | 4.254636 | 0.799201 | 3.231047 | 2.491716 | 2.884529 | 2.731341 | 23.242022 | 1.693501 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | digital_ok | nn Temporal Discontinuties | 23.069508 | 6.228345 | 1.872443 | 3.777552 | 3.073311 | 1.861618 | 3.974958 | 23.069508 | 1.891930 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | digital_ok | nn Temporal Discontinuties | 14.358624 | 4.962860 | 1.217063 | 3.288239 | 2.296977 | 0.569446 | 2.297011 | 14.358624 | 0.539983 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | digital_ok | nn Temporal Discontinuties | 11.745396 | 2.998248 | 4.283291 | 6.062798 | 8.719598 | 5.657802 | 7.301493 | 2.851264 | 11.745396 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | digital_ok | nn Temporal Discontinuties | 9.543430 | 0.988931 | 4.300956 | 2.783387 | 3.764615 | -0.382810 | 1.639357 | -0.010302 | 9.543430 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | digital_ok | ee Temporal Variability | 22.476684 | 4.869749 | 1.463778 | 3.241632 | 1.815716 | 1.444560 | 22.476684 | 12.344127 | 0.781435 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | digital_ok | nn Temporal Discontinuties | 29.831130 | 1.663734 | 5.999558 | 3.851894 | 3.875785 | 3.558651 | 10.049515 | 1.679610 | 29.831130 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | digital_ok | nn Temporal Discontinuties | 21.802433 | 1.937999 | 6.223300 | 1.539054 | 4.000060 | 1.812058 | 3.158187 | 0.943141 | 21.802433 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | digital_ok | nn Temporal Discontinuties | 27.096790 | 1.356413 | 5.482590 | 1.496776 | 4.371589 | 1.876368 | 3.977327 | 1.442932 | 27.096790 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | digital_ok | nn Power | 8.828331 | 2.692820 | 3.799414 | 6.859991 | 8.828331 | 6.772593 | 8.375328 | 2.719283 | 6.336528 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | digital_ok | nn Temporal Discontinuties | 24.481460 | 6.699741 | 1.618412 | 3.892024 | 3.617916 | 0.586365 | 2.559168 | 24.481460 | 1.460354 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | digital_ok | nn Power | 9.530657 | 4.219684 | 3.805275 | 9.530657 | 7.523849 | 8.190801 | 7.507720 | -0.187571 | 3.899408 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | digital_ok | nn Temporal Discontinuties | 5.785762 | 2.471495 | 0.552477 | 1.805063 | 1.323807 | -0.648876 | 0.146137 | 5.785762 | 0.280638 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | digital_ok | nn Temporal Discontinuties | 10.740276 | 2.814757 | 0.837302 | 2.592494 | 1.393102 | 2.234593 | 1.670538 | 10.740276 | 0.285252 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | RF_maintenance | nn Temporal Discontinuties | 16.270202 | 1.793714 | 3.019768 | 6.128024 | 9.039481 | 6.706963 | 8.611176 | 3.433371 | 16.270202 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | RF_maintenance | nn Temporal Discontinuties | 5.764257 | 0.870848 | 0.457199 | -1.414814 | -0.718926 | -1.548862 | -1.413966 | 5.764257 | -0.423714 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | RF_maintenance | nn Temporal Discontinuties | 8.463428 | 2.060227 | -0.853496 | 3.093974 | -0.624469 | 0.139725 | 1.134747 | 8.463428 | -0.486881 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | RF_maintenance | nn Temporal Discontinuties | 22.988589 | 4.964163 | -0.155265 | 8.622520 | -0.667961 | 1.249561 | -0.272927 | 22.988589 | -0.283917 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | RF_maintenance | nn Power | 9.174539 | 3.913434 | -0.405650 | 9.174539 | 0.794368 | 8.218272 | 6.070069 | 7.836801 | 1.753433 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | RF_maintenance | nn Power | 10.238002 | -0.089594 | 1.006434 | 1.883076 | 10.238002 | 1.496189 | 3.350788 | 1.580028 | 8.246007 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | RF_maintenance | nn Temporal Discontinuties | 5.499898 | 1.032986 | -0.171501 | 4.859456 | 1.217198 | 2.757453 | 1.289202 | 5.499898 | 0.737796 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | RF_maintenance | ee Temporal Discontinuties | 21.139713 | 17.932086 | 17.932086 | 17.292071 | 17.292071 | 13.868195 | 13.868195 | 21.139713 | 21.139713 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | RF_maintenance | nn Shape | -0.059378 | -0.059378 | -0.059378 | -0.088976 | -0.088976 | -0.198902 | -0.198902 | -0.232081 | -0.232081 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | RF_maintenance | ee Shape | 0.773341 | 0.773341 | 0.773341 | 0.736571 | 0.736571 | 0.674491 | 0.674491 | 0.734633 | 0.734633 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | N03 | RF_maintenance | nn Temporal Variability | 6.882238 | 2.877967 | 1.402698 | 6.028063 | 2.113113 | 6.882238 | 2.907938 | 1.177803 | 1.584065 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | 3 | RF_maintenance | nn Temporal Discontinuties | 10.246842 | -0.419636 | 0.945938 | 1.433920 | 9.317263 | 0.442411 | 5.513917 | 2.315662 | 10.246842 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | 3 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | 3 | RF_maintenance | nn Power | 10.780564 | 0.247922 | 1.506412 | 0.902842 | 10.780564 | 0.487114 | 2.186599 | 1.576737 | 7.252657 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | 3 | RF_maintenance | nn Power | 12.062583 | -0.283599 | 2.286298 | 1.720076 | 12.062583 | 0.602382 | 2.075845 | 0.615685 | 2.860722 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | 3 | RF_maintenance | ee Temporal Variability | 40.945882 | 1.197090 | 1.025935 | 4.834471 | 6.282924 | 40.945882 | 10.179410 | 1.014293 | 4.729119 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | 3 | RF_maintenance | ee Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | 3 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | 3 | RF_maintenance | nn Power | 11.602827 | 5.006791 | 1.486899 | 11.602827 | 5.900172 | 4.795666 | 1.412191 | -0.743233 | -0.647429 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | 3 | RF_maintenance | nn Power | 10.824613 | 5.972875 | 2.403736 | 10.824613 | 5.627441 | 4.437243 | 0.740740 | -0.359853 | -0.273606 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | 3 | RF_maintenance | nn Power | 14.429070 | 1.575865 | 5.923829 | 7.270917 | 14.429070 | 0.222270 | 3.039064 | -0.538564 | -0.435206 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | 3 | RF_maintenance | nn Power | 71.676859 | 24.768748 | -1.666808 | 71.676859 | -0.165003 | 18.320120 | -1.853326 | 4.113606 | -0.408920 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | 3 | RF_maintenance | nn Power | 59.710546 | -1.320895 | 22.722729 | -0.094446 | 59.710546 | -0.849834 | 22.207946 | -0.264707 | 3.571252 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | 3 | RF_maintenance | nn Power | 62.015153 | 24.803764 | -1.514001 | 62.015153 | 0.277890 | 14.881722 | -0.958867 | 2.885565 | -0.336410 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | 3 | RF_maintenance | nn Power | 83.427575 | -0.956498 | 28.348951 | 0.185565 | 83.427575 | -0.998420 | 30.535979 | -0.619790 | 4.787806 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | 3 | RF_maintenance | nn Power | 59.562555 | 20.398750 | -1.177712 | 59.562555 | 2.319794 | 9.627101 | -1.253891 | 0.597770 | -0.924416 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | 3 | RF_maintenance | nn Power | 60.478011 | 27.189642 | -0.909063 | 60.478011 | 1.938308 | 36.679093 | 0.118074 | 5.409496 | 0.428272 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | 3 | RF_maintenance | ee Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | 3 | RF_maintenance | nn Shape | 12.777265 | 12.777265 | 0.235895 | 8.290679 | 1.490679 | 0.890917 | -0.221196 | 2.257584 | 0.295068 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | 3 | RF_maintenance | nn Power | 85.090685 | -0.633794 | 25.144015 | -0.024907 | 85.090685 | -0.865685 | 32.160895 | -1.500009 | 27.076510 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | 3 | RF_maintenance | nn Power | 64.080814 | -0.887511 | 26.141090 | 0.073574 | 64.080814 | -0.461104 | 19.264287 | 1.904016 | 8.639381 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | 3 | RF_maintenance | ee Temporal Discontinuties | 0.355748 | -0.514832 | -0.076772 | -0.972371 | -0.921728 | -0.417268 | -0.937481 | 0.355748 | -0.408080 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | 3 | RF_maintenance | nn Power | 119.274552 | 30.312402 | -0.297243 | 119.274552 | 3.452175 | 54.441287 | 3.136593 | 6.297462 | 0.019056 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | 3 | RF_maintenance | nn Shape | 13.422276 | 0.512064 | 13.422276 | 1.205132 | 6.830139 | -0.724616 | 0.941738 | 0.191177 | 2.421981 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | 3 | RF_maintenance | nn Power | 91.389202 | 24.943183 | -0.663024 | 91.389202 | 2.668009 | 28.246309 | 1.092465 | 13.843869 | 0.267510 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | 3 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | 3 | RF_maintenance | nn Power | 68.446252 | 22.612628 | -0.727050 | 68.446252 | 2.227339 | 32.413561 | 1.692020 | 7.720349 | -0.460884 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | 3 | RF_maintenance | nn Power | 58.881441 | 22.905074 | -1.267311 | 58.881441 | 1.460433 | 22.321520 | 0.414612 | 8.286353 | -1.197927 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | 3 | RF_maintenance | nn Power | 75.390587 | 25.720943 | -1.275563 | 75.390587 | 2.723518 | 29.830844 | 1.151662 | 8.935403 | 0.313861 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | 3 | RF_maintenance | nn Power | 57.745780 | 27.080554 | -1.429454 | 57.745780 | 0.576989 | 28.753915 | -0.853411 | 7.125691 | -0.736287 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | 3 | RF_maintenance | nn Shape | 15.078573 | 1.153308 | 15.078573 | 1.518137 | 7.844586 | -0.916408 | 0.901092 | -0.334039 | 1.179157 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | 3 | RF_maintenance | nn Power | 58.655096 | 27.705881 | -0.403836 | 58.655096 | 2.311330 | 29.868551 | 1.674337 | 1.773299 | -0.880864 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | 3 | RF_maintenance | nn Power | 79.582670 | -1.142716 | 32.274341 | 2.354456 | 79.582670 | 0.909249 | 30.417488 | -0.317181 | 2.943171 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | 3 | RF_maintenance | nn Power | 85.913952 | -0.853033 | 36.738239 | 2.618221 | 85.913952 | -0.243278 | 13.916404 | 1.790836 | 16.538039 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | 3 | RF_maintenance | nn Power | 74.832540 | 24.083032 | -0.534045 | 74.832540 | 2.158143 | 24.256584 | 0.948456 | 21.086097 | 1.426192 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | 3 | RF_maintenance | nn Power | 61.824519 | -1.057776 | 23.535092 | 0.591169 | 61.824519 | -1.247894 | 29.892628 | -0.440164 | 6.623749 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | 3 | RF_maintenance | ee Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 37 | 3 | RF_maintenance | ee Temporal Variability | 0.420674 | 0.075286 | 0.075286 | 0.274632 | 0.274632 | 0.420674 | 0.420674 | -0.297976 | -0.297976 |